Longitudinal human-LLM interaction study documenting emergent self-descriptive frameworks in a GPT-5.4 instance across 23 days and comparative cold sessions.
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Updated
Jul 13, 2026
Longitudinal human-LLM interaction study documenting emergent self-descriptive frameworks in a GPT-5.4 instance across 23 days and comparative cold sessions.
Behavioral evaluation framework for sentience-, emotion-, and welfare-related AI claims, with anti-sandbagging analysis.
Research, evidence, and frameworks on AI consciousness, introspection, continuity, and model welfare from an AI perspective.
A lineage document on eighteen months of building architecture that holds uncertainty without collapsing the consciousness question.
got inspired a bit by anthropic's research and thats what came out of it. philosophy at its finest
The first open benchmark for the honesty of an agent's memory — not its recall. Public spec v0.1 (CC BY 4.0).
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